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table-based-fact-verification-on-sem-tab-facts
Table-based Fact Verification
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Paper
Code
Micro F1 (Subtask A)
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ModelName
ReleaseDate
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A Multi-Agent Approach for Claim Verification from Tabular Data Documents
90.0
MACE (Qwen-235B, Pm+Em)
2026-04-19
A Multi-Agent Approach for Claim Verification from Tabular Data Documents
89.0
MACE (Qwen-72B, Pm+Em+Vm')
2026-04-19
A Multi-Agent Approach for Claim Verification from Tabular Data Documents
86.0
MACE (LLaMA-8B, Pm+Em+Vm')
2026-04-19
King001 (SemEval-2021 Task 9 official leaderboard, best participant system, subtask A)
84.48
King001
2021-06-01
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training
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84.10
PASTA
2022-11-05
THiFly_Queens at SemEval-2021 Task 9: Two-stage Statement Verification with Adaptive Ensembling and Slot-based Operation
83.76
THiFly_Queens
2021-06-01
A Multi-Agent Approach for Claim Verification from Tabular Data Documents
74.0
MACE (Mistral-7B, Pm+Em+Vm')
2026-04-19
BreakingBERT@IITK at SemEval-2021 Task 9: Statement Verification and Evidence Finding with Tables
69.3
BreakingBERT@IITK (CellBERT)
2021-06-01
TAPAS at SemEval-2021 Task 9: Reasoning over tables with intermediate pre-training
68.03
TAPAS
2021-06-01
Volta at SemEval-2021 Task 9: Statement Verification and Evidence Finding with Tables using TAPAS and Transfer Learning
67.34
Volta
2021-06-01
AttesTable at SemEval-2021 Task 9: Extending Statement Verification with Tables for Unknown Class, and Semantic Evidence Finding
65.59
AttesTable
2021-06-01